AI Co-Pilot Agents for Hardware Design Automation
Natural language to executable design scripts using structured generation and constraint reasoning.
Client: Leading semiconductor company
Challenge
Engineers needed to write lengthy, error-prone scripts for FPGA and SoC design flows. Manual scripting was slow and required deep syntax knowledge of domain-specific languages.
Our approach
We built three AI agents for structured code generation. The Design Co-Pilot converts English descriptions into executable TCL and shell scripts using grammar-guided generation, constraint reasoning, entity resolution, and context tracking. A second agent handles English-to-Configurator TCL generation. The third agent uses RAG over documentation and logs for automated root cause analysis of design and build failures.
Results
Tech stack